brooding - Story 17422 | Emotion Vectors in Gemma4-31B

A tremor ran through Amelia’s hand as she held the invitation. It felt heavy, a physical manifestation of the expectations that had always seemed to smother her. The elegant script taunted her from the glossy cardstock.

Her apartment felt oppressively small. The walls seemed to close in, the air thick with the scent of stale coffee and unspoken anxieties. She paced the length of her living room, her steps quick and restless, like a trapped animal. The reunion... a trial.

“Do you think I should go?” she asked her cat, who just blinked at her from the top of the bookshelf. Amelia wasn’t looking for advice. She knew what the answer would be, regardless.

Emotion: brooding

Cluster: Sadness / Despair

PC1 (Valence): -2.46 Negative

PC2 (Disposition): -0.60

Role in Research

This story is one of 1,000 stories generated for the emotion brooding. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 brooding stories, after denoising with neutral dialogue baselines, produces the brooding emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the brooding vector is projected through the unembedding matrix.

Promoted:

`S`	0.749
`😞`	0.329
`그의`	0.299
`un`	0.273
`但他`	0.270

Suppressed:

`de`	-0.917
`la`	-0.603
`a`	-0.369
`l`	-0.335
`her`	-0.330